Evidence Casebook

Data Coverage

Profile completeness: 75%

Caveats

• Lobbying disclosure (LD-2) filings have not been ingested — signals depending on this data are absent.
• Bill-to-vote crosswalk are partially available — related signals may undercount.

Unavailable Data

The following data sources were not available for this politician: Lobbying disclosure (LD-2) filings.

Finance & Banking, Education, Energy & Environment appear in both lobbying filings and campaign contributions — $930 in overlapping funding across 148 lobbying filings.

11 voted bills had coordinated lobbying pressure — Jackie Walorski Maternal and Child Home Visiting Reauthorization Act of 2022, Military Construction Authorization Act for Fiscal Year 2024, Social Security Fairness Act of 2023 were lobbied by up to 461 independent firms.

Florida Sugar Cane League, FEDERAL SOLUTIONS, LLC, Fourth Street Advocacy (Corsa Potomac, Llc) are heavily concentrated — top client accounts for 84%+ of revenue (HHI 8649).

$405 in contributions came from Agriculture & Food, Trade & Commerce — areas with no matching votes. votes appear in Defense & Security, Healthcare without matching funding.

Votes with Republicans 92% of the time — 19 breaks from the majority across 240 roll calls.

Julie Malmstrom accounts for 45% of contributions.

Voted against party majority alongside cross-party defectors in 7 roll calls.

Lobby-donate overlap: 2 client-employer overlaps and 1 dual-path registrant — $3,330 in overlapping contributions.

$15,495 in contributions landed within 30 days of 20 congressional votes.

$2,678 in outside spending on record.